class MLPHead(nn.Module): def __init__(self, in_channels, mlp_hidden_size, projection_size): super(MLPHead, self).__init__() self.net = nn.Sequential( nn.Linear(in_channels, mlp_hidden_size), nn.BatchNorm1d(mlp_hidden_size), nn.ReLU(inplace=True), nn.Linear(mlp_hidden_size,...
requiring large-scale, diverse and labelled training data. The acquisition and preparation of such training image datasets is often laborious and costly, leading to limited generalization to new sample types. Here we report a self-supervised learning model, termed GedankenNet,...
further study the surface material properties of melanated cellulose, we conducted wettability testing using the static sessile drop method (Fig.3c). Using pellicles grown fromK. rhaeticus ptyr1, we observed that the melanated pellicle had increased surface wettability, with an average contact angle ...
Hence, self-adaptive systems consider system goals as first-class runtime entities; we refer to these goals as adaptation goals. Adaptation goals commonly refer to quality properties of the system (Weyns et al., 2012). In this paper, we apply architecture-based adaptation (Oreizy et al., ...
Study 1 is a vignette study that tests H1 and H2 using a sample of 126 undergraduate students. It has three goals: (1) to replicate results regarding malign attributions from studies on idea theft (e.g., Reilly2018; Ellis2022) and (2) to expand these findings to distinguish between negat...
While there were many significant findings, the study had several limitations, and these limitations provide ideas for future study. This study had limited generalizability due to the small sample size of 48 undergraduate online students from two consecutive semesters, enrolled in a class required by...
Antipsychotics as a class were the most abused drugs (33.1 %). The correlation of clinical variables with the PSS showed that older and male patients were more prone to be severely intoxicated. Conclusions This single-center study identifies the most commonly ingested drugs in a large sample of...
This study demonstrates the potential of calibrating self-report output against objectively measured physical activity (PA) in youth by using a commonly used self-report tool called the Physical Activity Questionnaire (PAQ). Methods A total of 148 participants (grades 4 through 12) from 9 schools ...
study to understand which combination strategies of multiple SSL tasks are most effective for drug discovery. In the future we will pay attention to designing more SSL tasks and combination strategies to further improve performance of drug discovery. Furthermore, multiclass DDI predictions are closer ...
“profit-seeking” reward and punishment, namely, the interest relationships between first-party and third-party, also lack overall analysis. Therefore, this study extends prior research by applying two unified frameworks that combine reward and punishment with “costly” and “profit-seeking” ...